{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c19df4e5",
   "metadata": {},
   "source": [
    "# Stackable Position Adjustments"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86364518",
   "metadata": {},
   "source": [
    "## Table of Contents\n",
    "\n",
    "1. [Stacking in Area Plots ](#default)\n",
    "\n",
    "2. [Stacking Order](#order)\n",
    "\n",
    "3. [Other Geometries](#other-geoms)\n",
    "\n",
    "4. [Parameter `vjust`](#vjust)\n",
    "\n",
    "5. [Parameter `mode`](#mode)\n",
    "\n",
    "6. [Negative Values](#negative)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2b550c1b",
   "metadata": {},
   "outputs": [
    {
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       "   <div id=\"9gQYDb\"></div>\n",
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       "            if(!window.kotlinQueues[\"DataFrame\"]) {\n",
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       "                window.kotlinQueues[\"DataFrame\"] = resQueue;\n",
       "                window[\"call_DataFrame\"] = function(f) {\n",
       "                    resQueue.push(f);\n",
       "                }\n",
       "            }\n",
       "            (function (){\n",
       "                var modifiers = [(function(script) {\n",
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       "                var e = document.getElementById(\"kotlin_out_0\");\n",
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       "                    script.addEventListener(\"error\", function() {\n",
       "                        window[\"call_DataFrame\"] = function(f) {};\n",
       "                        window.kotlinQueues[\"DataFrame\"] = [];\n",
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       "                <style>\n",
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       "    --text-color-dark: #000;\n",
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       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
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       "\n",
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       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
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       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
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       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover > td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
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       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
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       "\n",
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       "\n",
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       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "/* formatting */\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       "                </style>"
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%useLatestDescriptors\n",
    "%use lets-plot\n",
    "%use dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "68ae35a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Lets-Plot Kotlin API v.4.4.1. Frontend: Notebook with dynamically loaded JS. Lets-Plot JS v.3.2.0."
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LetsPlot.getInfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5ee3317a",
   "metadata": {},
   "outputs": [
    {
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      "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":12,\"columns\":[\"untitled\",\"manufacturer\",\"model\",\"displ\",\"year\",\"cyl\",\"trans\",\"drv\",\"cty\",\"hwy\",\"fl\",\"class\"],\"kotlin_dataframe\":[{\"untitled\":1,\"manufacturer\":\"audi\",\"model\":\"a4\",\"displ\":1.8,\"year\":1999,\"cyl\":4,\"trans\":\"auto(l5)\",\"drv\":\"f\",\"cty\":18,\"hwy\":29,\"fl\":\"p\",\"class\":\"compact\"},{\"untitled\":2,\"manufacturer\":\"audi\",\"model\":\"a4\",\"displ\":1.8,\"year\":1999,\"cyl\":4,\"trans\":\"manual(m5)\",\"drv\":\"f\",\"cty\":21,\"hwy\":29,\"fl\":\"p\",\"class\":\"compact\"},{\"untitled\":3,\"manufacturer\":\"audi\",\"model\":\"a4\",\"displ\":2.0,\"year\":2008,\"cyl\":4,\"trans\":\"manual(m6)\",\"drv\":\"f\",\"cty\":20,\"hwy\":31,\"fl\":\"p\",\"class\":\"compact\"},{\"untitled\":4,\"manufacturer\":\"audi\",\"model\":\"a4\",\"displ\":2.0,\"year\":2008,\"cyl\":4,\"trans\":\"auto(av)\",\"drv\":\"f\",\"cty\":21,\"hwy\":30,\"fl\":\"p\",\"class\":\"compact\"},{\"untitled\":5,\"manufacturer\":\"audi\",\"model\":\"a4\",\"displ\":2.8,\"year\":1999,\"cyl\":6,\"trans\":\"auto(l5)\",\"drv\":\"f\",\"cty\":16,\"hwy\":26,\"fl\":\"p\",\"class\":\"compact\"}]}",
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       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                :root {\n",
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       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
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       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
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       "\n",
       "table.dataframe th {\n",
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       "    border-bottom-color: var(--bold-border-color);\n",
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       "\n",
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       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
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       "\n",
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       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover > td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "/* formatting */\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            \n",
       "<table class=\"dataframe\" id=\"df_553648128\"></table>\n",
       "\n",
       "<p class=\"dataframe_description\">DataFrame: rowsCount = 5, columnsCount = 12</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            \n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"untitled: Int\\\">untitled</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">3</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">5</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"manufacturer: String\\\">manufacturer</span>\", children: [], rightAlign: false, values: [\"audi\",\"audi\",\"audi\",\"audi\",\"audi\"] }, \n",
       "{ name: \"<span title=\\\"model: String\\\">model</span>\", children: [], rightAlign: false, values: [\"a4\",\"a4\",\"a4\",\"a4\",\"a4\"] }, \n",
       "{ name: \"<span title=\\\"displ: Double\\\">displ</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1,8</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1,8</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2,0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2,0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2,8</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"year: Int\\\">year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1999</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1999</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2008</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2008</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1999</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"cyl: Int\\\">cyl</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">6</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"trans: String\\\">trans</span>\", children: [], rightAlign: false, values: [\"auto(l5)\",\"manual(m5)\",\"manual(m6)\",\"auto(av)\",\"auto(l5)\"] }, \n",
       "{ name: \"<span title=\\\"drv: String\\\">drv</span>\", children: [], rightAlign: false, values: [\"f\",\"f\",\"f\",\"f\",\"f\"] }, \n",
       "{ name: \"<span title=\\\"cty: Int\\\">cty</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">18</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">21</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">20</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">21</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">16</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"hwy: Int\\\">hwy</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">31</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">30</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">26</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"fl: String\\\">fl</span>\", children: [], rightAlign: false, values: [\"p\",\"p\",\"p\",\"p\",\"p\"] }, \n",
       "{ name: \"<span title=\\\"class: String\\\">class</span>\", children: [], rightAlign: false, values: [\"compact\",\"compact\",\"compact\",\"compact\",\"compact\"] }, \n",
       "], id: 553648128, rootId: 553648128, totalRows: 5 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(553648128) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val mpgDf = DataFrame.readCSV(\"https://raw.githubusercontent.com/JetBrains/lets-plot-kotlin/master/docs/examples/data/mpg.csv\")\n",
    "mpgDf.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "cdeb8a0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "val mpgData = mpgDf.toMap()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "mobile-terrain",
   "metadata": {},
   "outputs": [],
   "source": [
    "val pairedPalette = scaleBrewer(listOf(\"color\", \"fill\"), palette = \"Paired\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6c57218",
   "metadata": {},
   "source": [
    "<a id=\"default\"></a>\n",
    "\n",
    "#### 1. Stacking in Area Plots \n",
    "\n",
    "Stacking is the default behaviour for most area plots.\n",
    "\n",
    "\"Fill\" makes it easier to compare proportions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6bf7191d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"PZecli\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"bar: position='stack' (default)\"\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"drv\",\n",
       "\"fill\":\"@as_discrete@year\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"color\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "},{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"count\",\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"bar\",\n",
       "\"data\":{\n",
       "\"@as_discrete@year\":[1999.0,1999.0,1999.0,2008.0,2008.0,2008.0],\n",
       "\"..count..\":[57.0,49.0,11.0,49.0,54.0,14.0],\n",
       "\"drv\":[\"f\",\"4\",\"r\",\"f\",\"4\",\"r\"]\n",
       "}\n",
       "}],\n",
       "\"data_meta\":{\n",
       "\"mapping_annotations\":[{\n",
       "\"aes\":\"fill\",\n",
       "\"annotation\":\"as_discrete\",\n",
       "\"parameters\":{\n",
       "\"label\":\"year\"\n",
       "}\n",
       "}]\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"PZecli\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpgData) { x = \"drv\"; fill = asDiscrete(\"year\") } +\n",
    "    geomBar() + \n",
    "    pairedPalette +\n",
    "    ggtitle(\"bar: position='stack' (default)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "52cc13c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"GmdLIz\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"bar: position='fill'\"\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"drv\",\n",
       "\"fill\":\"@as_discrete@year\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"color\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "},{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"count\",\n",
       "\"position\":\"fill\",\n",
       "\"geom\":\"bar\",\n",
       "\"data\":{\n",
       "\"@as_discrete@year\":[1999.0,1999.0,1999.0,2008.0,2008.0,2008.0],\n",
       "\"..count..\":[57.0,49.0,11.0,49.0,54.0,14.0],\n",
       "\"drv\":[\"f\",\"4\",\"r\",\"f\",\"4\",\"r\"]\n",
       "}\n",
       "}],\n",
       "\"data_meta\":{\n",
       "\"mapping_annotations\":[{\n",
       "\"aes\":\"fill\",\n",
       "\"annotation\":\"as_discrete\",\n",
       "\"parameters\":{\n",
       "\"label\":\"year\"\n",
       "}\n",
       "}]\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"GmdLIz\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpgData) { x = \"drv\"; fill = asDiscrete(\"year\") } +\n",
    "    geomBar(position = positionFill()) + \n",
    "    pairedPalette +\n",
    "    ggtitle(\"bar: position='fill'\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "29671b0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"xhFMSb\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"histogram: position='stack' (default)\"\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"hwy\",\n",
       "\"fill\":\"@as_discrete@year\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"color\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "},{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"bin\",\n",
       "\"bins\":12.0,\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"histogram\",\n",
       "\"data\":{\n",
       "\"@as_discrete@year\":[1999.0,1999.0,1999.0,1999.0,1999.0,1999.0,1999.0,1999.0,1999.0,1999.0,1999.0,1999.0,2008.0,2008.0,2008.0,2008.0,2008.0,2008.0,2008.0,2008.0,2008.0,2008.0,2008.0,2008.0],\n",
       "\"..count..\":[0.0,14.0,24.0,11.0,14.0,32.0,13.0,5.0,1.0,0.0,1.0,2.0,5.0,5.0,30.0,9.0,21.0,14.0,20.0,8.0,4.0,1.0,0.0,0.0],\n",
       "\"hwy\":[11.622222222222222,14.6,17.577777777777776,20.555555555555557,23.53333333333333,26.511111111111113,29.488888888888887,32.46666666666667,35.44444444444444,38.422222222222224,41.4,44.37777777777778,11.622222222222222,14.6,17.577777777777776,20.555555555555557,23.53333333333333,26.511111111111113,29.488888888888887,32.46666666666667,35.44444444444444,38.422222222222224,41.4,44.37777777777778]\n",
       "}\n",
       "}],\n",
       "\"data_meta\":{\n",
       "\"mapping_annotations\":[{\n",
       "\"aes\":\"fill\",\n",
       "\"annotation\":\"as_discrete\",\n",
       "\"parameters\":{\n",
       "\"label\":\"year\"\n",
       "}\n",
       "}]\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"xhFMSb\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpgData) { x = \"hwy\"; fill = asDiscrete(\"year\") } +\n",
    "    geomHistogram(bins = 12) +\n",
    "    pairedPalette +\n",
    "    ggtitle(\"histogram: position='stack' (default)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9dd266b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"RIhBfs\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"histogram: position='fill'\"\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"hwy\",\n",
       "\"fill\":\"@as_discrete@year\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"color\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "},{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"bin\",\n",
       "\"bins\":12.0,\n",
       "\"position\":\"fill\",\n",
       "\"geom\":\"histogram\",\n",
       "\"data\":{\n",
       "\"@as_discrete@year\":[1999.0,1999.0,1999.0,1999.0,1999.0,1999.0,1999.0,1999.0,1999.0,1999.0,1999.0,1999.0,2008.0,2008.0,2008.0,2008.0,2008.0,2008.0,2008.0,2008.0,2008.0,2008.0,2008.0,2008.0],\n",
       "\"..count..\":[0.0,14.0,24.0,11.0,14.0,32.0,13.0,5.0,1.0,0.0,1.0,2.0,5.0,5.0,30.0,9.0,21.0,14.0,20.0,8.0,4.0,1.0,0.0,0.0],\n",
       "\"hwy\":[11.622222222222222,14.6,17.577777777777776,20.555555555555557,23.53333333333333,26.511111111111113,29.488888888888887,32.46666666666667,35.44444444444444,38.422222222222224,41.4,44.37777777777778,11.622222222222222,14.6,17.577777777777776,20.555555555555557,23.53333333333333,26.511111111111113,29.488888888888887,32.46666666666667,35.44444444444444,38.422222222222224,41.4,44.37777777777778]\n",
       "}\n",
       "}],\n",
       "\"data_meta\":{\n",
       "\"mapping_annotations\":[{\n",
       "\"aes\":\"fill\",\n",
       "\"annotation\":\"as_discrete\",\n",
       "\"parameters\":{\n",
       "\"label\":\"year\"\n",
       "}\n",
       "}]\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"RIhBfs\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpgData) { x = \"hwy\"; fill = asDiscrete(\"year\") } +\n",
    "    geomHistogram(bins = 12, position = positionFill()) +\n",
    "    pairedPalette +\n",
    "    ggtitle(\"histogram: position='fill'\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "41435d9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"Yp3TPt\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"area: position='stack' (default)\"\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"hwy\",\n",
       "\"fill\":\"@as_discrete@year\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"color\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "},{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"density\",\n",
       "\"color\":\"white\",\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"area\",\n",
       "\"data\":{\n",
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       "}\n",
       "}],\n",
       "\"data_meta\":{\n",
       "\"mapping_annotations\":[{\n",
       "\"aes\":\"fill\",\n",
       "\"annotation\":\"as_discrete\",\n",
       "\"parameters\":{\n",
       "\"label\":\"year\"\n",
       "}\n",
       "}]\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"Yp3TPt\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpgData) { x = \"hwy\"; fill = asDiscrete(\"year\") } +\n",
    "    geomArea(stat = Stat.density(), color = \"white\") +\n",
    "    pairedPalette +\n",
    "    ggtitle(\"area: position='stack' (default)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a53f3e3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"WDPXCg\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"area: position='fill'\"\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"hwy\",\n",
       "\"fill\":\"@as_discrete@year\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"color\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "},{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "}],\n",
       "\"layers\":[{\n",
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       "}\n",
       "}],\n",
       "\"data_meta\":{\n",
       "\"mapping_annotations\":[{\n",
       "\"aes\":\"fill\",\n",
       "\"annotation\":\"as_discrete\",\n",
       "\"parameters\":{\n",
       "\"label\":\"year\"\n",
       "}\n",
       "}]\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"WDPXCg\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpgData) { x = \"hwy\"; fill = asDiscrete(\"year\") } +\n",
    "    geomArea(stat = Stat.density(), position = positionFill(), color = \"white\") +\n",
    "    pairedPalette +\n",
    "    ggtitle(\"area: position='fill'\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ffdc861e",
   "metadata": {},
   "source": [
    "<a id=\"order\"></a>\n",
    "\n",
    "#### 2. Stacking Order\n",
    "\n",
    "Control the stacking order by changing the `order` parameter of the `asDiscrete()` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d2c3d6e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"ZIL8IC\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Default order of drive types\"\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"hwy\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"color\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
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       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"ZIL8IC\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpgData) { x = \"hwy\" } +\n",
    "    geomArea(stat = Stat.density(), color = \"white\") { fill = asDiscrete(\"drv\") } +\n",
    "    pairedPalette +\n",
    "    ggtitle(\"Default order of drive types\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3378676a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"sRWxEl\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Backward order of drive types\"\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"hwy\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"color\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "},{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"fill\":\"@as_discrete@drv\"\n",
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       "\"stat\":\"density\",\n",
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       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"sRWxEl\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpgData) { x = \"hwy\" } +\n",
    "    geomArea(stat = Stat.density(), color = \"white\") { fill = asDiscrete(\"drv\", order = -1) } +\n",
    "    pairedPalette +\n",
    "    ggtitle(\"Backward order of drive types\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8af903f8",
   "metadata": {},
   "source": [
    "<a id=\"other-geoms\"></a>\n",
    "\n",
    "#### 3. Other Geometries\n",
    "\n",
    "Let's have a look at the geometries, for which the default position adjustment differs from `'stack'` and `'fill'`.\n",
    "\n",
    "When stacking across multiple layers it's a good idea to set the **`group`** aesthetic - this ensures that all layers are stacked in the same way."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "37bb8e38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"2txXxZ\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Line and point\"\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"drv\",\n",
       "\"color\":\"@as_discrete@year\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"color\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "},{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"count\",\n",
       "\"size\":1.5,\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"line\",\n",
       "\"data\":{\n",
       "\"@as_discrete@year\":[1999.0,1999.0,1999.0,2008.0,2008.0,2008.0],\n",
       "\"..count..\":[57.0,49.0,11.0,49.0,54.0,14.0],\n",
       "\"drv\":[\"f\",\"4\",\"r\",\"f\",\"4\",\"r\"]\n",
       "}\n",
       "},{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"count\",\n",
       "\"size\":5.0,\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"point\",\n",
       "\"data\":{\n",
       "\"@as_discrete@year\":[1999.0,1999.0,1999.0,2008.0,2008.0,2008.0],\n",
       "\"..count..\":[57.0,49.0,11.0,49.0,54.0,14.0],\n",
       "\"drv\":[\"f\",\"4\",\"r\",\"f\",\"4\",\"r\"]\n",
       "}\n",
       "}],\n",
       "\"data_meta\":{\n",
       "\"mapping_annotations\":[{\n",
       "\"aes\":\"color\",\n",
       "\"annotation\":\"as_discrete\",\n",
       "\"parameters\":{\n",
       "\"label\":\"year\"\n",
       "}\n",
       "}]\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"2txXxZ\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpgData) { x = \"drv\"; color = asDiscrete(\"year\") } +\n",
    "    geomLine(stat = Stat.count(), position = positionStack(), size = 1.5) +\n",
    "    geomPoint(stat = Stat.count(), position = positionStack(), size = 5) +\n",
    "    pairedPalette +\n",
    "    ggtitle(\"Line and point\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e5b4e5a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"T2zzoV\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Area and line\"\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"drv\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"color\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "},{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"fill\":\"@as_discrete@year\"\n",
       "},\n",
       "\"stat\":\"count\",\n",
       "\"color\":\"white\",\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"area\",\n",
       "\"data_meta\":{\n",
       "\"mapping_annotations\":[{\n",
       "\"aes\":\"fill\",\n",
       "\"annotation\":\"as_discrete\",\n",
       "\"parameters\":{\n",
       "\"label\":\"year\"\n",
       "}\n",
       "}]\n",
       "},\n",
       "\"data\":{\n",
       "\"@as_discrete@year\":[1999.0,1999.0,1999.0,2008.0,2008.0,2008.0],\n",
       "\"..count..\":[57.0,49.0,11.0,49.0,54.0,14.0],\n",
       "\"drv\":[\"f\",\"4\",\"r\",\"f\",\"4\",\"r\"]\n",
       "}\n",
       "},{\n",
       "\"mapping\":{\n",
       "\"group\":\"year\"\n",
       "},\n",
       "\"stat\":\"count\",\n",
       "\"color\":\"white\",\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"line\",\n",
       "\"data\":{\n",
       "\"year\":[1999.0,1999.0,1999.0,2008.0,2008.0,2008.0],\n",
       "\"..count..\":[57.0,49.0,11.0,49.0,54.0,14.0],\n",
       "\"drv\":[\"f\",\"4\",\"r\",\"f\",\"4\",\"r\"]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"T2zzoV\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpgData) { x = \"drv\" } +\n",
    "    geomArea(stat = Stat.count(), position = positionStack(), color = \"white\") { fill = asDiscrete(\"year\") } +\n",
    "    geomLine(stat = Stat.count(), position = positionStack(), color = \"white\") { group = \"year\" } +\n",
    "    pairedPalette +\n",
    "    ggtitle(\"Area and line\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d57f4b14",
   "metadata": {},
   "source": [
    "<a id=\"vjust\"></a>\n",
    "\n",
    "#### 4. Parameter `vjust`\n",
    "\n",
    "The `vjust` argument of `positionStack()` is used to move the location of plot elements vertically (vjust stands for vertical adjustment)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "59d57295",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"CNOeWD\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"vjust=1 (default)\"\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"drv\"\n",
       "},\n",
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       "\"kind\":\"plot\",\n",
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       "\"scale_mapper_kind\":\"color_brewer\",\n",
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       "},{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"fill\":\"@as_discrete@year\"\n",
       "},\n",
       "\"stat\":\"count\",\n",
       "\"color\":\"white\",\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"area\",\n",
       "\"data_meta\":{\n",
       "\"mapping_annotations\":[{\n",
       "\"aes\":\"fill\",\n",
       "\"annotation\":\"as_discrete\",\n",
       "\"parameters\":{\n",
       "\"label\":\"year\"\n",
       "}\n",
       "}]\n",
       "},\n",
       "\"data\":{\n",
       "\"@as_discrete@year\":[1999.0,1999.0,1999.0,2008.0,2008.0,2008.0],\n",
       "\"..count..\":[57.0,49.0,11.0,49.0,54.0,14.0],\n",
       "\"drv\":[\"f\",\"4\",\"r\",\"f\",\"4\",\"r\"]\n",
       "}\n",
       "},{\n",
       "\"mapping\":{\n",
       "\"label\":\"..count..\",\n",
       "\"group\":\"year\"\n",
       "},\n",
       "\"stat\":\"count\",\n",
       "\"color\":\"black\",\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"label\",\n",
       "\"data\":{\n",
       "\"year\":[1999.0,1999.0,1999.0,2008.0,2008.0,2008.0],\n",
       "\"..count..\":[57.0,49.0,11.0,49.0,54.0,14.0],\n",
       "\"drv\":[\"f\",\"4\",\"r\",\"f\",\"4\",\"r\"]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"CNOeWD\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpgData) { x = \"drv\" } +\n",
    "    geomArea(stat = Stat.count(), position = positionStack(), color = \"white\") { fill = asDiscrete(\"year\") } +\n",
    "    geomLabel(stat = Stat.count(), position = positionStack(), color = \"black\") {\n",
    "        label = \"..count..\"; group = \"year\" \n",
    "    } +\n",
    "    pairedPalette +\n",
    "    ggtitle(\"vjust=1 (default)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b38dd461",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"5MqXnr\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"vjust=0.5\"\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"drv\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"color\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "},{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"fill\":\"@as_discrete@year\"\n",
       "},\n",
       "\"stat\":\"count\",\n",
       "\"color\":\"white\",\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"area\",\n",
       "\"data_meta\":{\n",
       "\"mapping_annotations\":[{\n",
       "\"aes\":\"fill\",\n",
       "\"annotation\":\"as_discrete\",\n",
       "\"parameters\":{\n",
       "\"label\":\"year\"\n",
       "}\n",
       "}]\n",
       "},\n",
       "\"data\":{\n",
       "\"@as_discrete@year\":[1999.0,1999.0,1999.0,2008.0,2008.0,2008.0],\n",
       "\"..count..\":[57.0,49.0,11.0,49.0,54.0,14.0],\n",
       "\"drv\":[\"f\",\"4\",\"r\",\"f\",\"4\",\"r\"]\n",
       "}\n",
       "},{\n",
       "\"mapping\":{\n",
       "\"label\":\"..count..\",\n",
       "\"group\":\"year\"\n",
       "},\n",
       "\"stat\":\"count\",\n",
       "\"color\":\"black\",\n",
       "\"position\":{\n",
       "\"name\":\"stack\",\n",
       "\"vjust\":0.5\n",
       "},\n",
       "\"geom\":\"label\",\n",
       "\"data\":{\n",
       "\"year\":[1999.0,1999.0,1999.0,2008.0,2008.0,2008.0],\n",
       "\"..count..\":[57.0,49.0,11.0,49.0,54.0,14.0],\n",
       "\"drv\":[\"f\",\"4\",\"r\",\"f\",\"4\",\"r\"]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"5MqXnr\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpgData) { x = \"drv\" } +\n",
    "    geomArea(stat = Stat.count(), position = positionStack(), color = \"white\") { fill = asDiscrete(\"year\") } +\n",
    "    geomLabel(stat = Stat.count(), position = positionStack(vjust = 0.5), color = \"black\") {\n",
    "        label = \"..count..\"; group = \"year\" \n",
    "    } +\n",
    "    pairedPalette +\n",
    "    ggtitle(\"vjust=0.5\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19272796",
   "metadata": {},
   "source": [
    "<a id=\"mode\"></a>\n",
    "\n",
    "#### 5. Parameter `mode`\n",
    "\n",
    "By default only objects from different groups are stacked over each other, and objects inside one group are positioned as in `position = positionIdentity`.\n",
    "\n",
    "This behaviour could be changed by switching `mode` parameter.\n",
    "\n",
    "`mode=\"all\"` means, that each object will be shifted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9a3846ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"Edudht\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
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       "\"ggtitle\":{\n",
       "\"text\":\"mode='groups' (default)\"\n",
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       "\"coord\":{\n",
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       "\"flip\":false\n",
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       "\"data\":{\n",
       "\"hwy\":[29.0,29.0,31.0,30.0,26.0,26.0,27.0,26.0,25.0,28.0,27.0,25.0,25.0,25.0,25.0,24.0,25.0,23.0,20.0,15.0,20.0,17.0,17.0,26.0,23.0,26.0,25.0,24.0,19.0,14.0,15.0,17.0,27.0,30.0,26.0,29.0,26.0,24.0,24.0,22.0,22.0,24.0,24.0,17.0,22.0,21.0,23.0,23.0,19.0,18.0,17.0,17.0,19.0,19.0,12.0,17.0,15.0,17.0,17.0,12.0,17.0,16.0,18.0,15.0,16.0,12.0,17.0,17.0,16.0,12.0,15.0,16.0,17.0,15.0,17.0,17.0,18.0,17.0,19.0,17.0,19.0,19.0,17.0,17.0,17.0,16.0,16.0,17.0,15.0,17.0,26.0,25.0,26.0,24.0,21.0,22.0,23.0,22.0,20.0,33.0,32.0,32.0,29.0,32.0,34.0,36.0,36.0,29.0,26.0,27.0,30.0,31.0,26.0,26.0,28.0,26.0,29.0,28.0,27.0,24.0,24.0,24.0,22.0,19.0,20.0,17.0,12.0,19.0,18.0,14.0,15.0,18.0,18.0,15.0,17.0,16.0,18.0,17.0,19.0,19.0,17.0,29.0,27.0,31.0,32.0,27.0,26.0,26.0,25.0,25.0,17.0,17.0,20.0,18.0,26.0,26.0,27.0,28.0,25.0,25.0,24.0,27.0,25.0,26.0,23.0,26.0,26.0,26.0,26.0,25.0,27.0,25.0,27.0,20.0,20.0,19.0,17.0,20.0,17.0,29.0,27.0,31.0,31.0,26.0,26.0,28.0,27.0,29.0,31.0,31.0,26.0,26.0,27.0,30.0,33.0,35.0,37.0,35.0,15.0,18.0,20.0,20.0,22.0,17.0,19.0,18.0,20.0,29.0,26.0,29.0,29.0,24.0,44.0,29.0,26.0,29.0,29.0,29.0,29.0,23.0,24.0,44.0,41.0,29.0,26.0,28.0,29.0,29.0,29.0,28.0,29.0,26.0,26.0,26.0],\n",
       "\"class\":[\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"midsize\",\"midsize\",\"midsize\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"2seater\",\"2seater\",\"2seater\",\"2seater\",\"2seater\",\"suv\",\"suv\",\"suv\",\"suv\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"compact\",\"compact\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"suv\",\"suv\",\"suv\",\"suv\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"compact\",\"compact\",\"compact\",\"compact\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"suv\",\"suv\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\"]\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"y\",\n",
       "\"limits\":[1.0,35.0]\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"y\":1.0,\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"point\",\n",
       "\"data\":{\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"Edudht\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpgData) { x = \"hwy\"; color = \"class\" } +\n",
    "    geomPoint(y = 1, position = positionStack()) +\n",
    "    coordFixed() + ylim(1 to 35) +\n",
    "    ggtitle(\"mode='groups' (default)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "912b21fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"PRo5Yr\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
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       "\"coord\":{\n",
       "\"name\":\"fixed\",\n",
       "\"flip\":false\n",
       "},\n",
       "\"data\":{\n",
       "\"hwy\":[29.0,29.0,31.0,30.0,26.0,26.0,27.0,26.0,25.0,28.0,27.0,25.0,25.0,25.0,25.0,24.0,25.0,23.0,20.0,15.0,20.0,17.0,17.0,26.0,23.0,26.0,25.0,24.0,19.0,14.0,15.0,17.0,27.0,30.0,26.0,29.0,26.0,24.0,24.0,22.0,22.0,24.0,24.0,17.0,22.0,21.0,23.0,23.0,19.0,18.0,17.0,17.0,19.0,19.0,12.0,17.0,15.0,17.0,17.0,12.0,17.0,16.0,18.0,15.0,16.0,12.0,17.0,17.0,16.0,12.0,15.0,16.0,17.0,15.0,17.0,17.0,18.0,17.0,19.0,17.0,19.0,19.0,17.0,17.0,17.0,16.0,16.0,17.0,15.0,17.0,26.0,25.0,26.0,24.0,21.0,22.0,23.0,22.0,20.0,33.0,32.0,32.0,29.0,32.0,34.0,36.0,36.0,29.0,26.0,27.0,30.0,31.0,26.0,26.0,28.0,26.0,29.0,28.0,27.0,24.0,24.0,24.0,22.0,19.0,20.0,17.0,12.0,19.0,18.0,14.0,15.0,18.0,18.0,15.0,17.0,16.0,18.0,17.0,19.0,19.0,17.0,29.0,27.0,31.0,32.0,27.0,26.0,26.0,25.0,25.0,17.0,17.0,20.0,18.0,26.0,26.0,27.0,28.0,25.0,25.0,24.0,27.0,25.0,26.0,23.0,26.0,26.0,26.0,26.0,25.0,27.0,25.0,27.0,20.0,20.0,19.0,17.0,20.0,17.0,29.0,27.0,31.0,31.0,26.0,26.0,28.0,27.0,29.0,31.0,31.0,26.0,26.0,27.0,30.0,33.0,35.0,37.0,35.0,15.0,18.0,20.0,20.0,22.0,17.0,19.0,18.0,20.0,29.0,26.0,29.0,29.0,24.0,44.0,29.0,26.0,29.0,29.0,29.0,29.0,23.0,24.0,44.0,41.0,29.0,26.0,28.0,29.0,29.0,29.0,28.0,29.0,26.0,26.0,26.0],\n",
       "\"class\":[\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"midsize\",\"midsize\",\"midsize\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"2seater\",\"2seater\",\"2seater\",\"2seater\",\"2seater\",\"suv\",\"suv\",\"suv\",\"suv\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"compact\",\"compact\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"suv\",\"suv\",\"suv\",\"suv\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"compact\",\"compact\",\"compact\",\"compact\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"suv\",\"suv\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\"]\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"y\",\n",
       "\"limits\":[1.0,35.0]\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"y\":1.0,\n",
       "\"position\":{\n",
       "\"name\":\"stack\",\n",
       "\"mode\":\"all\"\n",
       "},\n",
       "\"geom\":\"point\",\n",
       "\"data\":{\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"PRo5Yr\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpgData) { x = \"hwy\"; color = \"class\" } +\n",
    "    geomPoint(y = 1, position = positionStack(mode = \"all\")) +\n",
    "    coordFixed() + ylim(1 to 35) +\n",
    "    ggtitle(\"mode='all'\")  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c85c7b82",
   "metadata": {},
   "source": [
    "<a id=\"negative\"></a>\n",
    "\n",
    "#### 6. Negative Values\n",
    "\n",
    "Stacking supports positive and negative shifts of the objects separately."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d54478e2",
   "metadata": {},
   "outputs": [],
   "source": [
    "val data = mapOf(\n",
    "    \"x\" to listOf(0, 1, 2, 0, 1, 2),\n",
    "    \"y\" to listOf(4, 2, 3, 0, 1, -1),\n",
    "    \"g\" to listOf(\"a\", \"a\", \"a\", \"b\", \"b\", \"b\")\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3da949c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "           var plotSpec={\n",
       "\"mapping\":{\n",
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       "\"y\":\"y\",\n",
       "\"fill\":\"g\"\n",
       "},\n",
       "\"data\":{\n",
       "\"g\":[\"a\",\"a\",\"a\",\"b\",\"b\",\"b\"],\n",
       "\"x\":[0.0,1.0,2.0,0.0,1.0,2.0],\n",
       "\"y\":[4.0,2.0,3.0,0.0,1.0,-1.0]\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"color\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "},{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"bar\",\n",
       "\"data\":{\n",
       "}\n",
       "},{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"yintercept\":0.0,\n",
       "\"color\":\"black\",\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"hline\",\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"theme\":{\n",
       "\"axis_ticks\":\"blank\",\n",
       "\"axis_line\":\"blank\"\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"Vmd9fO\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(data) { x = \"x\"; y = \"y\"; fill = \"g\" } +\n",
    "    geomBar(stat = Stat.identity) +\n",
    "    geomHLine(yintercept = 0, color = \"black\") +\n",
    "    pairedPalette +\n",
    "    theme(axisLine = \"blank\", axisTicks = \"blank\")    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "edc9e013",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"JN2tSw\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "\"x\":\"x\",\n",
       "\"y\":\"y\"\n",
       "},\n",
       "\"data\":{\n",
       "\"g\":[\"a\",\"a\",\"a\",\"b\",\"b\",\"b\"],\n",
       "\"x\":[0.0,1.0,2.0,0.0,1.0,2.0],\n",
       "\"y\":[4.0,2.0,3.0,0.0,1.0,-1.0]\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"color\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
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       "},{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Paired\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"fill\":\"g\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"position\":\"fill\",\n",
       "\"geom\":\"bar\",\n",
       "\"data\":{\n",
       "}\n",
       "},{\n",
       "\"mapping\":{\n",
       "\"label\":\"g\",\n",
       "\"group\":\"g\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"position\":{\n",
       "\"name\":\"fill\",\n",
       "\"vjust\":0.5\n",
       "},\n",
       "\"geom\":\"label\",\n",
       "\"data\":{\n",
       "}\n",
       "},{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"yintercept\":0.0,\n",
       "\"color\":\"black\",\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"hline\",\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"theme\":{\n",
       "\"axis_ticks\":\"blank\",\n",
       "\"axis_line\":\"blank\"\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"JN2tSw\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(data) { x = \"x\"; y = \"y\" } +\n",
    "    geomBar(stat = Stat.identity, position = positionFill()) { fill = \"g\"} +\n",
    "    geomLabel(stat = Stat.identity, position = positionFill(vjust = 0.5)) { label = \"g\"; group = \"g\" } +\n",
    "    geomHLine(yintercept=0, color=\"black\") +\n",
    "    pairedPalette +\n",
    "    theme(axisLine = \"blank\", axisTicks = \"blank\")    "
   ]
  }
 ],
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